ArticleExperimental brain research2025
Effect of force-rate on continuous kinesthetic force discrimination.
Article in Experimental brain research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The effect of force-rate, i.e., rate of change of force stimuli, on continuous kinesthetic force perception has not been investigated and remains an open area for research. Previous studies do not account for the force-rate in the Weber fraction of kinesthetic force discrimination. However, this force-rate agnostic Weber fraction fails to explain continuous kinesthetic force discrimination fully. For example, if the signal changes very slowly, a participant may get accustomed to the change, and hence, a larger, just noticeable difference (JND) is expected. Conversely, for a fast-varying haptic force, a smaller JND is expected. In this work, we aim to explore the relationship between the Weber fraction and the force-rate. For this purpose, we designed an extensive psychophysical experiment where a participant is exposed to a linearly increasing kinesthetic force stimulus and is asked to react to the change. We utilize a machine learning-based approach to study the effect of force-rate on recorded haptic responses (perceived and non-perceived) of 10 participants while varying the force-rate stimuli in the range [1, 5] N/s. We determine the perceptual boundary between the perceived and non-perceived recorded responses using different classifiers based on linear and power functions of force-rate. The result indicates that the Weber fraction decreases significantly as the force-rate increases. The random forest classifier also confirms the significance of the utilized features in both perceptual boundaries. These findings may be useful in many virtual reality applications and telepresence and teleaction systems (TPTA).
Indexed as
Identifiers
40232397What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.